{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Object segmentation with Region Growing with Shape Prior"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Region growing is a classical image segmentation method based on hierarchical region aggregation using local similarity rules. Our proposed method differs from classical region growing in three important aspects. First, it works on the level of superpixels instead of pixels, which leads to a substantial speedup. Second, our method uses learned statistical shape properties which encourage growing leading to plausible shapes. In particular, we use ray features to describe the object boundary. Third, our method can segment multiple objects and ensure that the segmentations do not overlap. The problem is represented as an energy minimization and is solved either greedily, or iteratively using GraphCuts.\n",
    "\n",
    "Borovec, J., Kybic, J., & Sugimoto, A. (2017). **Region growing using superpixels with learned shape prior.** Journal of Electronic Imaging.\n",
    "Dvorak, J. et al. (2018). _Volume estimation from single images: an application to pancreatic islets._ Image Analysis & Stereology."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os, sys, glob\n",
    "import pickle\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from PIL import Image\n",
    "from scipy import ndimage\n",
    "from skimage import segmentation as sk_segm\n",
    "from skimage import io, measure\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sys.path += [os.path.abspath('.'), os.path.abspath('..')] # Add path to root\n",
    "import imsegm.utilities.data_io as tl_io\n",
    "import imsegm.utilities.drawing as tl_visu\n",
    "import imsegm.superpixels as seg_spx\n",
    "import imsegm.region_growing as seg_rg\n",
    "import imsegm.graph_cuts as seg_gc\n",
    "import imsegm.pipelines as seg_pipe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['image_red', 'image', 'binary-masks_1400x', 'binary-masks', 'annot']\n"
     ]
    }
   ],
   "source": [
    "COLORS = 'bgrmyck'\n",
    "PATH_IMAGES = os.path.join(tl_io.update_path('data-images'), 'langerhans_islets')\n",
    "PATH_DATA = tl_io.update_path('data-images', absolute=True)\n",
    "PATH_OUT = tl_io.update_path('output', absolute=True)\n",
    "PATH_MEASURED_RAYS = os.path.join(PATH_IMAGES, 'islets_ray-shapes_1400x1050.csv')\n",
    "print ([os.path.basename(p) for p in glob.glob(os.path.join(PATH_IMAGES, '*')) if os.path.isdir(p)])\n",
    "# dir_annot = os.path.expanduser('~/Dropbox/Workspace/segment_Medical/Ovary-eggs/mask_2d_slice_complete_ind_egg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DIR_IMAGES = os.path.join(PATH_IMAGES, 'image')\n",
    "DIR_SEGMS = os.path.join(PATH_IMAGES, 'segm')\n",
    "DIR_ANNOTS = os.path.join(PATH_IMAGES, 'annot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimate shape models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def compute_prior_map(cdist, size=(500, 800), step=5):\n",
    "    prior_map = np.zeros(size)\n",
    "    centre = np.array(size) / 2\n",
    "    for i in np.arange(prior_map.shape[0], step=step):\n",
    "        for j in np.arange(prior_map.shape[1], step=step):\n",
    "            prior_map[i:i+step, j:j+step] = seg_rg.compute_shape_prior_table_cdf([i, j], cdist, centre, angle_shift=0)\n",
    "    return prior_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualisation of all normalised Ray features with given angular step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Q5H1Qq9XExsZy9+5dQkNDWbZs2aDeD+Xl5ezfvx8dHR0+/PBD7OzsaG9vp6ysjNLSUkpL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2B3COFzBXKoyrMi8VmgQciZJPIjokM7ypRG/fPLX6NLnVNOWMwCy3Y1basCpdmJV2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K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\n48ZEUY0HB09zt7fJVBsid0ZqL0gxU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zL3eig7xkfSzEr4ysHSHhiPD2QG0Qrv9ABneIrw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\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1rpWktfSq+h7ODnd9Lhmlm3rjeTvwdr33pZR4obfKCFnZzfLyKy8zcWiifZ/V3SYN16bp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\n2EEkij8hISEhIWEH8f8DFm09xrejQPgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd600096850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(PATH_MEASURED_RAYS, index_col=0)\n",
    "list_rays = df.values.tolist()\n",
    "fig = plt.figure(figsize=(8, 4))\n",
    "plt.plot(np.linspace(0, 360, len(list_rays[0]) + 1)[:-1], np.array(list_rays).T, '-')\n",
    "_= plt.xlim([0, 350]), plt.grid(), plt.xlabel('discrete Ray step [deg]'), plt.ylabel('Ray distances')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Computing shape prior model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimate and exporting model..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model_rg, list_mean_cdf = seg_rg.transform_rays_model_sets_mean_cdf_mixture(list_rays, 5)\n",
    "# model, list_mean_cdf = tl_rg.transform_rays_model_sets_mean_cdf_kmeans(list_rays, 25)\n",
    "PATH_MODEL_MIXTURE = os.path.join(PATH_DATA, 'RG2SP_islets_single-model.pkl')\n",
    "\n",
    "with open(PATH_MODEL_MIXTURE, 'w') as fp:\n",
    "    pickle.dump({'name': 'set_cdfs', 'cdfs': list_mean_cdf, 'mix_model': model_rg}, fp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Try to load just exported model to verify that it is readeble."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['mix_model', 'cdfs', 'name']\n"
     ]
    }
   ],
   "source": [
    "file_model = pickle.load(open(PATH_MODEL_MIXTURE, 'r'))\n",
    "print (file_model.keys())\n",
    "list_mean_cdf = file_model['cdfs']\n",
    "model_rg = file_model['mix_model']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise the set of components from Mixture model and their back reconstructions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1tRvFgStgVq1jcrjIcm7jrdXWqtV3dwoDG4NLG3OjyXLPeF3hHvs5VAXXMF+/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd5c84c9110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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14iKxI1MZhRDiXvD5ONBjDk1KaOxSm/odThGP171/jsu9a4OQUMfK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\nB3JQy5qe+WZSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd5c849f690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subfig_per_row = 8\n",
    "subfig_per_col = int(np.ceil(len(list_mean_cdf) / float(subfig_per_row)))\n",
    "fig = plt.figure(figsize=(3 * subfig_per_row, 1.5 * subfig_per_col))\n",
    "for i in range(len(list_mean_cdf)):\n",
    "    plt.subplot(subfig_per_col, subfig_per_row, i+1), plt.imshow(list_mean_cdf[i][1], aspect='auto')\n",
    "fig = plt.figure(figsize=(3 * subfig_per_row, 2 * subfig_per_col))\n",
    "for i in range(len(list_mean_cdf)):\n",
    "    plt.subplot(subfig_per_col, subfig_per_row, i+1)\n",
    "    plt.imshow(compute_prior_map(list_mean_cdf[i][1], size=(800, 1200), step=25))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "centres: array([[ 513.78095009,  837.2978496 ]])\n"
     ]
    }
   ],
   "source": [
    "name = 'Lh05-09'\n",
    "img = io.imread(os.path.join(DIR_IMAGES, name + '.jpg'))\n",
    "annot = measure.label(io.imread(os.path.join(DIR_ANNOTS, name + '.png')))\n",
    "centers = np.array([ndimage.measurements.center_of_mass(annot == l) for l in range(1, np.max(annot) + 1)])\n",
    "centers += (np.random.random(centers.shape) - 0.5) * 100\n",
    "print ('centres: %s' % repr(centers))\n",
    "FIG_SIZE = (8. * np.array(img.shape[:2]) / np.max(img.shape))[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UsjuyWRDbVgjDu86+hRSyHD3Eu9vG3W1DwsCVaNDDUQS1SuTmwWalZ6GTeAsmGzHoIFib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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd5cc8476d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(img), plt.contour(annot, colors='b')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(annot, cmap=plt.cm.Greys_r)\n",
    "plt.plot(centers[:, 1], centers[:, 0], 'or')\n",
    "_= plt.xlim([0, img.shape[1]]),  plt.ylim([img.shape[0], 0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute superpixels and probabilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "feature space: (2329, 6)\nprediction shape: (2329, 2)"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "img_tf = img.copy()\n",
    "img_tf[:, :, 2] = img_tf[:, :, 0]\n",
    "SLIC_SIZE = 25\n",
    "SLIC_REGUL = 0.2\n",
    "DICT_FEATURES = {'color': ['mean', 'median']}\n",
    "slic, features = seg_pipe.compute_color2d_superpixels_features(img_tf, dict_features=DICT_FEATURES, sp_size=SLIC_SIZE, sp_regul=SLIC_REGUL)\n",
    "features = np.nan_to_num(features)\n",
    "print ('feature space: %s' % repr(features.shape))\n",
    "\n",
    "model_seg = seg_gc.estim_class_model(features, 2, pca_coef=None, estim_model='GMM', use_scaler=True)\n",
    "slic_preds = model_seg.predict_proba(features)\n",
    "print ('prediction shape: %s' % repr(slic_preds.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image BG scores: [441.35775946597442, 30.228474053176999]\n"
     ]
    },
    {
     "data": {
      "image/png": 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YvlV8Cz/9z38a//rX/jW+7/u/D/mhHH/2f/8ZvvLFr+Bv7d9KxMx6LKwtJIKVkJBwR/y3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uJojOS9OCp7u6Gone8YVal62L0O5dtDhyWmBOja4hNV8rskd+VCWqqpJaVNQ52Y/QLGIwh/HQ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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd5c8b9da10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid_x, grid_y = np.mgrid[0:img.shape[0], 0:img.shape[1]]\n",
    "grid_x -= int(img.shape[0] / 2.)\n",
    "grid_y -= int(img.shape[1] / 2.)\n",
    "dist_center = np.sqrt(grid_x ** 2 + grid_y ** 2)\n",
    "img_bg_score = [np.mean(dist_center * slic_preds[:, i][slic]) for i in range(slic_preds.shape[1])]\n",
    "slic_prob_fg = slic_preds[:, np.argmin(img_bg_score)]\n",
    "print ('image BG scores: %s' % repr(img_bg_score))\n",
    "\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.subplot(1, 2, 1), plt.imshow(sk_segm.mark_boundaries(img_tf, slic, color=(1, 1, 1)))\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(slic_prob_fg[slic], cmap=plt.cm.jet), plt.colorbar()\n",
    "plt.contour(annot, colors='w')\n",
    "plt.plot(centers[:, 1], centers[:, 0], 'ow')\n",
    "_= plt.xlim([0, img.shape[1]]),  plt.ylim([img.shape[0], 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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P4/M/WJ2h/VCiGyz8GZhciX0ZywdtBDvkfcDSosdXAlcmXVeo5X7gdKIr5Q4K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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd5c878bf10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# model_seg, _, _, _ = seg_pipe.train_classif_color2d_slic_features([img_red], [annot], DICT_FEATURES, sp_size=SLIC_SIZE, sp_regul=SLIC_REGUL)\n",
    "segm_gc, _ = seg_pipe.segment_color2d_slic_features_model_graphcut(img_tf, model_seg, DICT_FEATURES, sp_size=SLIC_SIZE, sp_regul=SLIC_REGUL, gc_edge_type='color', gc_regul=20.)\n",
    "\n",
    "_= plt.imshow(segm_gc), plt.contour(annot, colors='w')\n",
    "# plt.subplot(1, 2, 2), plt.imshow(seg_soft[:, :, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      ":0: FutureWarning: IPython widgets are experimental and may change in the future.\n"
     ]
    }
   ],
   "source": [
    "from IPython.html import widgets\n",
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Region growing - GraphCut"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['shifts', 'lut_data_cost', 'lut_shape_cost', 'criteria', 'labels', 'centres']\n"
     ]
    },
    {
     "data": {
      "image/png": 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EELLbQfqDlVpnRaShTbHuyBBcF0SDPrJSOJP0AymSYV59TNNWKQhKsUh7DHXc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\nIHqQ1tHR0dHR0dFxgPj/tfXGVkwjS3IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd5c878bc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "debug_gc_mm = {}\n",
    "labels_gc = seg_rg.region_growing_shape_slic_graphcut(slic, slic_prob_fg, centers, (model_rg, list_mean_cdf), 'set_cdfs', \n",
    "                coef_shape=2., coef_pairwise=5., prob_label_trans=[0.1, 0.03], optim_global=False, \n",
    "                allow_obj_swap=False, dict_thresholds=seg_rg.RG2SP_THRESHOLDS, nb_iter=100, debug_history=debug_gc_mm)\n",
    "segm_obj = labels_gc[slic]\n",
    "print (debug_gc_mm.keys())\n",
    "\n",
    "fig = plt.figure(figsize=(10, 4))\n",
    "_= plt.subplot(1, 2, 1), plt.imshow(img), plt.contour(segm_obj, levels=np.unique(segm_obj), colors='w')\n",
    "_= plt.subplot(1, 2, 2), plt.imshow(segm_obj, cmap=plt.cm.jet), plt.contour(segm_gc, levels=np.unique(segm_gc), colors='#bfbfbf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interastive visualisation - over iterations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function __main__.show_partial>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AEdXP5c/m8h/gD8ApeO+n9/Rfvgk4GBiIF9S8iPehyS3AtXjjYHTytz3YK92da2aHoy5C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\nnY0daSa7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd5c8620dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_partial(i):\n",
    "    _= plt.close(), tl_visu.figure_rg2sp_debug_complete(segm_gc, slic, debug_gc_mm, i, max_size=5)\n",
    "# show the interact\n",
    "widgets.interact(show_partial, i=(0, len(debug_gc_mm['criteria']) -1))"
   ]
  },
  {
   "cell_type": "code",
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